A

Disease A

Slug:Asthma
B

Disease B

Slug:Cystic_Fibrosis
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

Cystic Fibrosis

graph LR
    Reduced_Female_Fertility["Reduced Female Fertility"]
    Recurrent_Respiratory_Infections["Recurrent Respiratory Infections"]
    Small_Airway_Obstruction["Small-Airway Obstruction"]
    CFTR_Dysfunction["CFTR Dysfunction"]
    Nasal_Polyposis["Nasal Polyposis"]
    Exocrine_Pancreatic_Insufficiency["Exocrine Pancreatic Insufficiency"]
    Intestinal_Obstruction["Intestinal Obstruction"]
    Fat_Malabsorption["Fat Malabsorption"]
    Osteoporosis["Osteoporosis"]
    Impaired_Pancreatic_Organogenesis["Impaired Pancreatic Organogenesis"]
    F508del_Phe508del["F508del (Phe508del)"]
    Mucus_Plugging["Mucus Plugging"]
    CFTR["CFTR"]
    N1303K["N1303K"]
    Patient_derived_airway_organoid_theratyping_model["Patient-derived airway organoid theratyping model"]
    ENaC_Hyperactivity_and_Sodium_Hyperabsorption["ENaC Hyperactivity and Sodium Hyperabsorption"]
    Hemoptysis["Hemoptysis"]
    Short_Stature["Short Stature"]
    Hyponatremic_Dehydration["Hyponatremic Dehydration"]
    Chronic_Productive_Cough["Chronic Productive Cough"]
    G542X["G542X"]
    Vas_Deferens_Agenesis["Vas Deferens Agenesis"]
    CF_Related_Diabetes["CF-Related Diabetes"]
    Sinonasal_Disease["Sinonasal Disease"]
    Sweat_Gland_Dysfunction["Sweat Gland Dysfunction"]
    R117H["R117H"]
    Pneumothorax["Pneumothorax"]
    Exocrine_Pancreatic_Tissue_Destruction["Exocrine Pancreatic Tissue Destruction"]
    Respiratory_Failure["Respiratory Failure"]
    Fat_Soluble_Vitamin_Deficiency["Fat-Soluble Vitamin Deficiency"]
    W1282X["W1282X"]
    Rectal_Prolapse["Rectal Prolapse"]
    Male_Infertility["Male Infertility"]
    Neutrophil_Elastase_Mediated_Tissue_Injury["Neutrophil Elastase-Mediated Tissue Injury"]
    Chronic_Sinusitis["Chronic Sinusitis"]
    Airway_Remodeling["Airway Remodeling"]
    CF_airway_on_chip_microphysiological_model["CF airway-on-chip microphysiological model"]
    NuLi_CuFi_airway_epithelial_cell_line_model["NuLi/CuFi airway epithelial cell-line model"]
    Protein_Calorie_Malnutrition["Protein-Calorie Malnutrition"]
    Bronchiectasis["Bronchiectasis"]
    Chronic_Bacterial_Infection["Chronic Bacterial Infection"]
    Allergic_Bronchopulmonary_Aspergillosis["Allergic Bronchopulmonary Aspergillosis"]
    Steatorrhea["Steatorrhea"]
    Airway_Surface_Liquid_Depletion["Airway Surface Liquid Depletion"]
    Gastroesophageal_Reflux["Gastroesophageal Reflux"]
    Distal_Intestinal_Obstruction_Syndrome["Distal Intestinal Obstruction Syndrome"]
    Focal_Biliary_Cirrhosis["Focal Biliary Cirrhosis"]
    Meconium_Ileus["Meconium Ileus"]
    Failure_to_Thrive["Failure to Thrive"]
    Impaired_Mucociliary_Clearance["Impaired Mucociliary Clearance"]
    Portal_Hypertension["Portal Hypertension"]
    Delayed_Puberty["Delayed Puberty"]
    Digital_Clubbing["Digital Clubbing"]
    Hepatobiliary_Obstruction["Hepatobiliary Obstruction"]
    Forced_Expiratory_Volume_in_1_Second_FEV1["Forced Expiratory Volume in 1 Second (FEV1)"]
    CF_Bone_Disease["CF Bone Disease"]
    Neutrophilic_Airway_Inflammation["Neutrophilic Airway Inflammation"]
    Pancreatic_Duct_Obstruction["Pancreatic Duct Obstruction"]
    G551D_Gly551Asp["G551D (Gly551Asp)"]

    CFTR_Dysfunction --> Airway_Surface_Liquid_Depletion
    CFTR_Dysfunction --> ENaC_Hyperactivity_and_Sodium_Hyperabsorption
    CFTR_Dysfunction --> Impaired_Pancreatic_Organogenesis
    CFTR_Dysfunction --> Pancreatic_Duct_Obstruction
    CFTR_Dysfunction --> Intestinal_Obstruction
    CFTR_Dysfunction --> Sweat_Gland_Dysfunction
    CFTR_Dysfunction --> Vas_Deferens_Agenesis
    CFTR_Dysfunction --> Hepatobiliary_Obstruction
    CFTR_Dysfunction --> Sinonasal_Disease
    CFTR_Dysfunction --> Reduced_Female_Fertility
    ENaC_Hyperactivity_and_Sodium_Hyperabsorption --> Airway_Surface_Liquid_Depletion
    Airway_Surface_Liquid_Depletion --> Impaired_Mucociliary_Clearance
    Impaired_Mucociliary_Clearance --> Mucus_Plugging
    Impaired_Mucociliary_Clearance --> Chronic_Productive_Cough
    Mucus_Plugging --> Small_Airway_Obstruction
    Mucus_Plugging --> Chronic_Bacterial_Infection
    Mucus_Plugging --> Allergic_Bronchopulmonary_Aspergillosis
    Small_Airway_Obstruction --> Bronchiectasis
    Chronic_Bacterial_Infection --> Neutrophilic_Airway_Inflammation
    Chronic_Bacterial_Infection --> Bronchiectasis
    Chronic_Bacterial_Infection --> Recurrent_Respiratory_Infections
    Neutrophilic_Airway_Inflammation --> Neutrophil_Elastase_Mediated_Tissue_Injury
    Neutrophil_Elastase_Mediated_Tissue_Injury --> Airway_Remodeling
    Airway_Remodeling --> Bronchiectasis
    Bronchiectasis --> Respiratory_Failure
    Bronchiectasis --> Hemoptysis
    Bronchiectasis --> Pneumothorax
    Respiratory_Failure --> Digital_Clubbing
    Impaired_Pancreatic_Organogenesis --> CF_Related_Diabetes
    Pancreatic_Duct_Obstruction --> Exocrine_Pancreatic_Tissue_Destruction
    Pancreatic_Duct_Obstruction --> Exocrine_Pancreatic_Insufficiency
    Exocrine_Pancreatic_Tissue_Destruction --> Exocrine_Pancreatic_Insufficiency
    Exocrine_Pancreatic_Tissue_Destruction --> CF_Related_Diabetes
    Exocrine_Pancreatic_Insufficiency --> Fat_Malabsorption
    Exocrine_Pancreatic_Insufficiency --> Fat_Soluble_Vitamin_Deficiency
    Exocrine_Pancreatic_Insufficiency --> Protein_Calorie_Malnutrition
    Fat_Malabsorption --> Fat_Soluble_Vitamin_Deficiency
    Fat_Malabsorption --> Protein_Calorie_Malnutrition
    Fat_Malabsorption --> Steatorrhea
    Fat_Soluble_Vitamin_Deficiency --> CF_Bone_Disease
    Protein_Calorie_Malnutrition --> CF_Bone_Disease
    Protein_Calorie_Malnutrition --> Rectal_Prolapse
    Protein_Calorie_Malnutrition --> Gastroesophageal_Reflux
    Protein_Calorie_Malnutrition --> Delayed_Puberty
    Protein_Calorie_Malnutrition --> Failure_to_Thrive
    Protein_Calorie_Malnutrition --> Short_Stature
    Intestinal_Obstruction --> Meconium_Ileus
    Intestinal_Obstruction --> Distal_Intestinal_Obstruction_Syndrome
    Hepatobiliary_Obstruction --> Focal_Biliary_Cirrhosis
    Hepatobiliary_Obstruction --> Portal_Hypertension
    Sweat_Gland_Dysfunction --> Hyponatremic_Dehydration
    Vas_Deferens_Agenesis --> Male_Infertility
    Sinonasal_Disease --> Nasal_Polyposis
    Sinonasal_Disease --> Chronic_Sinusitis
    CF_Bone_Disease --> Osteoporosis
    Patient_derived_airway_organoid_theratyping_model --> CFTR_Dysfunction
    CF_airway_on_chip_microphysiological_model --> Airway_Surface_Liquid_Depletion
    CF_airway_on_chip_microphysiological_model --> Impaired_Mucociliary_Clearance
    CF_airway_on_chip_microphysiological_model --> Chronic_Bacterial_Infection
    NuLi_CuFi_airway_epithelial_cell_line_model --> CFTR_Dysfunction
    NuLi_CuFi_airway_epithelial_cell_line_model --> ENaC_Hyperactivity_and_Sodium_Hyperabsorption
    Small_Airway_Obstruction -.-> Forced_Expiratory_Volume_in_1_Second_FEV1
    F508del_Phe508del --> CFTR
    G551D_Gly551Asp --> CFTR
    G542X --> CFTR
    W1282X --> CFTR
    N1303K --> CFTR
    R117H --> CFTR

    style Reduced_Female_Fertility fill:#fef3c7
    style Recurrent_Respiratory_Infections fill:#fef3c7
    style Small_Airway_Obstruction fill:#dbeafe
    style CFTR_Dysfunction fill:#dbeafe
    style Nasal_Polyposis fill:#fef3c7
    style Exocrine_Pancreatic_Insufficiency fill:#fef3c7
    style Intestinal_Obstruction fill:#dbeafe
    style Fat_Malabsorption fill:#dbeafe
    style Osteoporosis fill:#fef3c7
    style Impaired_Pancreatic_Organogenesis fill:#dbeafe
    style F508del_Phe508del fill:#f3e8ff
    style Mucus_Plugging fill:#dbeafe
    style CFTR fill:#f3e8ff
    style N1303K fill:#f3e8ff
    style Patient_derived_airway_organoid_theratyping_model fill:#ccfbf1
    style ENaC_Hyperactivity_and_Sodium_Hyperabsorption fill:#dbeafe
    style Hemoptysis fill:#fef3c7
    style Short_Stature fill:#fef3c7
    style Hyponatremic_Dehydration fill:#fef3c7
    style Chronic_Productive_Cough fill:#fef3c7
    style G542X fill:#f3e8ff
    style Vas_Deferens_Agenesis fill:#dbeafe
    style CF_Related_Diabetes fill:#fef3c7
    style Sinonasal_Disease fill:#dbeafe
    style Sweat_Gland_Dysfunction fill:#dbeafe
    style R117H fill:#f3e8ff
    style Pneumothorax fill:#fef3c7
    style Exocrine_Pancreatic_Tissue_Destruction fill:#dbeafe
    style Respiratory_Failure fill:#dbeafe
    style Fat_Soluble_Vitamin_Deficiency fill:#fef3c7
    style W1282X fill:#f3e8ff
    style Rectal_Prolapse fill:#fef3c7
    style Male_Infertility fill:#fef3c7
    style Neutrophil_Elastase_Mediated_Tissue_Injury fill:#dbeafe
    style Chronic_Sinusitis fill:#fef3c7
    style Airway_Remodeling fill:#dbeafe
    style CF_airway_on_chip_microphysiological_model fill:#ccfbf1
    style NuLi_CuFi_airway_epithelial_cell_line_model fill:#ccfbf1
    style Protein_Calorie_Malnutrition fill:#dbeafe
    style Bronchiectasis fill:#fef3c7
    style Chronic_Bacterial_Infection fill:#dbeafe
    style Allergic_Bronchopulmonary_Aspergillosis fill:#fef3c7
    style Steatorrhea fill:#fef3c7
    style Airway_Surface_Liquid_Depletion fill:#dbeafe
    style Gastroesophageal_Reflux fill:#fef3c7
    style Distal_Intestinal_Obstruction_Syndrome fill:#fef3c7
    style Focal_Biliary_Cirrhosis fill:#fef3c7
    style Meconium_Ileus fill:#fef3c7
    style Failure_to_Thrive fill:#fef3c7
    style Impaired_Mucociliary_Clearance fill:#dbeafe
    style Portal_Hypertension fill:#fef3c7
    style Delayed_Puberty fill:#fef3c7
    style Digital_Clubbing fill:#fef3c7
    style Hepatobiliary_Obstruction fill:#dbeafe
    style Forced_Expiratory_Volume_in_1_Second_FEV1 fill:#e0e7ff
    style CF_Bone_Disease fill:#dbeafe
    style Neutrophilic_Airway_Inflammation fill:#dbeafe
    style Pancreatic_Duct_Obstruction fill:#dbeafe
    style G551D_Gly551Asp fill:#f3e8ff
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 below is a representative significant PCD cohort-year. 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: 16.033259562650493
CI: -
p: 6.223947289683494e-05
FDR:
ICEES PCD 2020 cohort co-occurrence of asthma and cystic fibrosis (N=4753). Significant nominal association; direction reported inconsistently across cohorts (see mapping_notes).
Source: OTHER
"PCD_UNC_patient_2020_v6_binned_deidentified | 16.033259562650493 | 1 | 6.223947289683494e-05 | 4753"
ICEES UNC EHR cohort shows a significant asthma-cystic fibrosis co-occurrence in the 2020 PCD cohort.
H

Hypotheses

Hypothesis: CFTR deficiency and the chronic neutrophilic/type-2 inflammatory environment of the cystic fibrosis airway increase airway smooth muscle contractility and bronchial hyper-responsiveness, producing an asthma-like phenotype (and, in some patients, true coexisting asthma).
PMID:24429094 (SUPPORT)
Source: HUMAN_CLINICAL
"Among patients with cystic fibrosis there is a high prevalence (40-70%) of asthma signs and symptoms such as cough and wheezing and airway hyper-responsiveness to inhaled histamine or methacholine."
Review documents the high prevalence of asthma-like airway hyper-responsiveness among CF patients, the clinical basis of the comorbidity signal.
PMID:24429094 (PARTIAL)
Source: HUMAN_CLINICAL
"Whether these abnormal airway responses are due to a primary deficiency in the cystic fibrosis transmembrane conductance regulator (CFTR) or are secondary to the inflammatory environment in the cystic fibrosis lungs is not clear."
Supports the diagnostic-overlap caveat: the asthma-like phenotype may be intrinsic to CF airways disease rather than a separate comorbid asthma, justifying UNKNOWN directionality.
Pathophysiology:
CFTR-deficient airway smooth muscle hyper-responsiveness: In CFTR-deficient airways, a proinflammatory milieu (IL-8-driven neutrophilia, type-2 and IL-17 signalling) is proposed to increase airway smooth muscle contractility, manifesting as the asthma-like bronchial hyper-responsiveness observed clinically in cystic fibrosis.
Biological processes:
PMID:24429094 (SUPPORT)
Source: HUMAN_CLINICAL
"A role for the CFTR in smooth muscle function is emerging, and alterations in contractile signalling have been reported in CFTR-deficient airway smooth muscle."
Links CFTR loss to altered airway smooth muscle contractile signalling, the proposed mechanism of the asthma-like phenotype.
Y

Raw YAML

Show YAML
name: com_Asthma__Cystic_Fibrosis
creation_date: '2026-06-26T00:00:00Z'
curation_status: CANDIDATE
notes: >-
  Candidate comorbidity surfaced from an ICEES KG EHR signal (UNC primary
  ciliary dyskinesia cohort) and corroborated by the well-documented high
  prevalence of asthma signs, symptoms, and airway hyper-responsiveness in
  cystic fibrosis. Directionality is left UNKNOWN: the ICEES signal direction
  is inconsistent (MIXED across cohort-years/binning), and the association is
  confounded by diagnostic overlap — asthma-like cough, wheeze, and
  bronchial hyper-responsiveness in CF may reflect CF airways disease itself
  rather than coexisting asthma. Mechanistic literature support is anchored on
  the CFTR / airway smooth muscle axis; epidemiologic prevalence figures still
  need dedicated quantitative curation.

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

disease_b:
  slug: Cystic_Fibrosis
  preferred_term: cystic fibrosis
  term:
    id: MONDO:0009061
    label: cystic fibrosis

directionality: UNKNOWN

hypotheses:
- description: >-
    Hypothesis: CFTR deficiency and the chronic neutrophilic/type-2 inflammatory
    environment of the cystic fibrosis airway increase airway smooth muscle
    contractility and bronchial hyper-responsiveness, producing an asthma-like
    phenotype (and, in some patients, true coexisting asthma).
  evidence:
  - reference: PMID:24429094
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: "Among patients with cystic fibrosis there is a high prevalence (40-70%) of asthma signs and symptoms such as cough and wheezing and airway hyper-responsiveness to inhaled histamine or methacholine."
    explanation: >-
      Review documents the high prevalence of asthma-like airway
      hyper-responsiveness among CF patients, the clinical basis of the
      comorbidity signal.
  - reference: PMID:24429094
    supports: PARTIAL
    evidence_source: HUMAN_CLINICAL
    snippet: "Whether these abnormal airway responses are due to a primary deficiency in the cystic fibrosis transmembrane conductance regulator (CFTR) or are secondary to the inflammatory environment in the cystic fibrosis lungs is not clear."
    explanation: >-
      Supports the diagnostic-overlap caveat: the asthma-like phenotype may be
      intrinsic to CF airways disease rather than a separate comorbid asthma,
      justifying UNKNOWN directionality.
  pathophysiology:
  - name: CFTR-deficient airway smooth muscle hyper-responsiveness
    description: >-
      In CFTR-deficient airways, a proinflammatory milieu (IL-8-driven
      neutrophilia, type-2 and IL-17 signalling) is proposed to increase airway
      smooth muscle contractility, manifesting as the asthma-like bronchial
      hyper-responsiveness observed clinically in cystic fibrosis.
    biological_processes:
    - preferred_term: airway smooth muscle contraction
      term:
        id: GO:0006939
        label: smooth muscle contraction
    evidence:
    - reference: PMID:24429094
      supports: SUPPORT
      evidence_source: HUMAN_CLINICAL
      snippet: "A role for the CFTR in smooth muscle function is emerging, and alterations in contractile signalling have been reported in CFTR-deficient airway smooth muscle."
      explanation: >-
        Links CFTR loss to altered airway smooth muscle contractile signalling,
        the proposed mechanism of the asthma-like phenotype.

association_signals:
- source: ICEES
  method: EHR_COHORT_ASSOCIATION
  signal_disorder_a_id: MONDO:0004979
  signal_disorder_b_id: MONDO:0009061
  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 below is a representative significant PCD cohort-year. 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
  limited_precision: true
  statistics:
    metrics:
    - metric_type: CHI_SQUARE
      metric_value: 16.033259562650493
      p_value: 6.223947289683494e-05
      notes: >-
        ICEES PCD 2020 cohort co-occurrence of asthma and cystic fibrosis
        (N=4753). Significant nominal association; direction reported
        inconsistently across cohorts (see mapping_notes).
  evidence:
  - reference: ICEES:MONDO_0004979__MONDO_0009061
    supports: SUPPORT
    evidence_source: OTHER
    snippet: "PCD_UNC_patient_2020_v6_binned_deidentified | 16.033259562650493 | 1 | 6.223947289683494e-05 | 4753"
    explanation: >-
      ICEES UNC EHR cohort shows a significant asthma-cystic fibrosis
      co-occurrence in the 2020 PCD cohort.
Source:GitHub